Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
method [lmerModLmerTest]
Formula:
IA_DWELL_TIME_100_LOG ~ MWS_Length_CENTER + Adj_Word_Repetition_Across_Sessions_CENTER +
Noun_Word_Repetition_Across_Sessions_CENTER + GROUP_sum +
Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +
MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +
GROUP_sum:MWS_Frequency_scale_center + Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +
GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
(Noun_Word_Frequency_scale_center + MWS_Frequency_scale_center |
PP_ID) + (1 | IA_LABEL)
Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))
AIC BIC logLik deviance df.resid
24497.3 24662.2 -12227.7 24455.3 18933
Scaled residuals:
Min 1Q Median 3Q Max
-5.1818 -0.6189 0.0229 0.6475 3.1854
Random effects:
Groups Name Variance Std.Dev. Corr
IA_LABEL (Intercept) 0.0219370 0.14811
PP_ID (Intercept) 0.0424735 0.20609
Noun_Word_Frequency_scale_center 0.0002220 0.01490 -0.19
MWS_Frequency_scale_center 0.0002741 0.01656 -0.60 0.32
Residual 0.2004872 0.44776
Number of obs: 18954, groups: IA_LABEL, 644; PP_ID, 44
Fixed effects:
Estimate
(Intercept) 6.250e+00
MWS_Length_CENTER 1.127e-01
Adj_Word_Repetition_Across_Sessions_CENTER -2.529e-02
Noun_Word_Repetition_Across_Sessions_CENTER -3.093e-02
GROUP_sum1 3.109e-01
Adj_Word_Frequency_scale_center -3.793e-02
Noun_Word_Frequency_scale_center -2.005e-02
MWS_Frequency_scale_center -8.914e-02
GROUP_sum1:Adj_Word_Frequency_scale_center -6.388e-03
GROUP_sum1:MWS_Frequency_scale_center -3.880e-02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.948e-02
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 8.817e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 7.364e-03
Std. Error
(Intercept) 3.425e-02
MWS_Length_CENTER 7.597e-03
Adj_Word_Repetition_Across_Sessions_CENTER 7.261e-03
Noun_Word_Repetition_Across_Sessions_CENTER 9.094e-03
GROUP_sum1 3.334e-02
Adj_Word_Frequency_scale_center 8.944e-03
Noun_Word_Frequency_scale_center 1.059e-02
MWS_Frequency_scale_center 2.110e-02
GROUP_sum1:Adj_Word_Frequency_scale_center 3.830e-03
GROUP_sum1:MWS_Frequency_scale_center 7.102e-03
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 6.220e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.373e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.046e-03
df
(Intercept) 4.807e+01
MWS_Length_CENTER 6.346e+02
Adj_Word_Repetition_Across_Sessions_CENTER 1.520e+03
Noun_Word_Repetition_Across_Sessions_CENTER 1.480e+03
GROUP_sum1 4.386e+01
Adj_Word_Frequency_scale_center 7.326e+02
Noun_Word_Frequency_scale_center 5.039e+02
MWS_Frequency_scale_center 5.233e+02
GROUP_sum1:Adj_Word_Frequency_scale_center 1.885e+04
GROUP_sum1:MWS_Frequency_scale_center 2.466e+02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 5.134e+02
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 6.657e+02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.500e+04
t value
(Intercept) 182.468
MWS_Length_CENTER 14.829
Adj_Word_Repetition_Across_Sessions_CENTER -3.483
Noun_Word_Repetition_Across_Sessions_CENTER -3.401
GROUP_sum1 9.325
Adj_Word_Frequency_scale_center -4.241
Noun_Word_Frequency_scale_center -1.893
MWS_Frequency_scale_center -4.225
GROUP_sum1:Adj_Word_Frequency_scale_center -1.668
GROUP_sum1:MWS_Frequency_scale_center -5.463
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.131
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.614
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.599
Pr(>|t|)
(Intercept) < 2e-16
MWS_Length_CENTER < 2e-16
Adj_Word_Repetition_Across_Sessions_CENTER 0.000509
Noun_Word_Repetition_Across_Sessions_CENTER 0.000688
GROUP_sum1 5.69e-12
Adj_Word_Frequency_scale_center 2.51e-05
Noun_Word_Frequency_scale_center 0.058931
MWS_Frequency_scale_center 2.82e-05
GROUP_sum1:Adj_Word_Frequency_scale_center 0.095355
GROUP_sum1:MWS_Frequency_scale_center 1.15e-07
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.001840
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.009155
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.000320
(Intercept) ***
MWS_Length_CENTER ***
Adj_Word_Repetition_Across_Sessions_CENTER ***
Noun_Word_Repetition_Across_Sessions_CENTER ***
GROUP_sum1 ***
Adj_Word_Frequency_scale_center ***
Noun_Word_Frequency_scale_center .
MWS_Frequency_scale_center ***
GROUP_sum1:Adj_Word_Frequency_scale_center .
GROUP_sum1:MWS_Frequency_scale_center ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center **
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center **
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Corpus Analysis of Chunks
Pre-processing Codes
The following code applies to all models:
MWS
Total Reading Times
First, we start with maximal model, then reduce random effects; the entire chucnk below (not shown in html) for findings random strucutre
The echo: false option disables the printing of code (only output is displayed).
Second, after having “best” random effects, now we move to fixed effects
(not shown in html)
Here we find the best-fitting final model
Here we plot the interaction between Adj_Word_Frequency, MWS_Frequency and group.
Higher Adjective Word Frequency facilitates reading at low MWS Frequency, but this effect diminishes and reverses at high MWS Frequency, particularly in bilinguals. In bilinguals, frequent adjectives speed reading when MWS Frequency is low but slow it down when MWS Frequency is high. Monolinguals show a similar but weaker pattern, with flatter slopes and less pronounced reversal
Here we plot the interaction between Noun_Word_Frequency and MWS_Frequency.
Higher Noun word frequency speeds up reading when MWS Frequency is low but this effect weakens and reverse as MWS frequency increases. For very frequent MWS, frequent nouns are associated with lower reading time.
First Fixation Duration
As above, first, we start with maximal model, then reduce random effects; the entire chucnk below (not shown in html) for findings random strucutre
Now, after having “best” random effects, now we move to fixed effects
(not shown in html)
Here we find the best-fitting final model First Fixation Duration (FFD)
Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
method [lmerModLmerTest]
Formula:
IA_FIRST_FIXATION_DURATION_LOG ~ MWS_Length_CENTER + Adj_Word_Repetition_Across_Sessions_CENTER +
GROUP_sum + Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +
MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +
(Adj_Word_Frequency_scale_center | PP_ID) + (1 | IA_LABEL)
Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))
AIC BIC logLik deviance df.resid
9065.1 9166.7 -4519.6 9039.1 18334
Scaled residuals:
Min 1Q Median 3Q Max
-3.5555 -0.6622 0.0210 0.6857 3.2840
Random effects:
Groups Name Variance Std.Dev. Corr
IA_LABEL (Intercept) 0.0022402 0.04733
PP_ID (Intercept) 0.0150015 0.12248
Adj_Word_Frequency_scale_center 0.0001274 0.01129 -0.55
Residual 0.0931323 0.30518
Number of obs: 18347, groups: IA_LABEL, 644; PP_ID, 44
Fixed effects:
Estimate Std. Error df
(Intercept) 5.413e+00 2.005e-02 4.452e+01
MWS_Length_CENTER 6.020e-03 3.278e-03 6.175e+02
Adj_Word_Repetition_Across_Sessions_CENTER -7.635e-03 3.447e-03 9.122e+02
GROUP_sum1 6.476e-02 1.995e-02 4.367e+01
Adj_Word_Frequency_scale_center -1.193e-02 4.451e-03 1.443e+02
Noun_Word_Frequency_scale_center -9.128e-04 3.456e-03 4.499e+02
MWS_Frequency_scale_center -2.508e-03 4.421e-03 3.054e+02
GROUP_sum1:Adj_Word_Frequency_scale_center -8.584e-03 2.947e-03 3.294e+01
t value Pr(>|t|)
(Intercept) 269.987 < 2e-16 ***
MWS_Length_CENTER 1.836 0.06677 .
Adj_Word_Repetition_Across_Sessions_CENTER -2.215 0.02699 *
GROUP_sum1 3.246 0.00225 **
Adj_Word_Frequency_scale_center -2.679 0.00823 **
Noun_Word_Frequency_scale_center -0.264 0.79182
MWS_Frequency_scale_center -0.567 0.57099
GROUP_sum1:Adj_Word_Frequency_scale_center -2.913 0.00639 **
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Correlation of Fixed Effects:
(Intr) MWS_L_ A_W_R_ GROUP_s1 A_W_F_ N_W_F_ MWS_F_
MWS_L_CENTE -0.003
A_W_R_A_S_C 0.006 0.077
GROUP_sum1 -0.358 0.000 0.000
Adj_Wrd_F__ -0.228 0.202 -0.429 0.082
Nn_Wrd_Fr__ 0.001 0.226 -0.004 0.000 0.057
MWS_Frqnc__ 0.014 0.032 0.122 -0.002 -0.377 -0.310
GROUP_1:A_W 0.122 -0.006 0.005 -0.338 -0.101 -0.001 -0.025Here we report the interaction between group and Adjective word frequency in First Fixation Duration (FFD)
The facilitative effect of Adjective word frequency is strong in Bilinguals
First Run Dwell Time
We report final model of First Run Dwell Time
Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
method [lmerModLmerTest]
Formula:
IA_FIRST_RUN_DWELL_TIME_LOG ~ MWS_Length_CENTER + MWS_Repetition_Across_Sessions_CENTER +
Noun_Word_Repetition_Across_Sessions_CENTER + GROUP_sum +
Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +
MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +
GROUP_sum:MWS_Frequency_scale_center + Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +
GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
(Adj_Word_Frequency_scale_center | PP_ID) + (1 | IA_LABEL)
Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))
AIC BIC logLik deviance df.resid
25761.6 25902.7 -12862.8 25725.6 18772
Scaled residuals:
Min 1Q Median 3Q Max
-4.6025 -0.5766 0.1302 0.6778 2.9542
Random effects:
Groups Name Variance Std.Dev. Corr
IA_LABEL (Intercept) 0.012306 0.11093
PP_ID (Intercept) 0.035757 0.18910
Adj_Word_Frequency_scale_center 0.000904 0.03007 -0.63
Residual 0.220412 0.46948
Number of obs: 18790, groups: IA_LABEL, 644; PP_ID, 44
Fixed effects:
Estimate
(Intercept) 5.979e+00
MWS_Length_CENTER 9.358e-02
MWS_Repetition_Across_Sessions_CENTER -1.477e-02
Noun_Word_Repetition_Across_Sessions_CENTER -2.044e-02
GROUP_sum1 2.619e-01
Adj_Word_Frequency_scale_center -4.678e-02
Noun_Word_Frequency_scale_center -1.996e-02
MWS_Frequency_scale_center -6.617e-02
GROUP_sum1:Adj_Word_Frequency_scale_center -7.539e-03
GROUP_sum1:MWS_Frequency_scale_center -3.089e-02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.489e-02
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 5.870e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 6.711e-03
Std. Error
(Intercept) 3.129e-02
MWS_Length_CENTER 6.365e-03
MWS_Repetition_Across_Sessions_CENTER 5.595e-03
Noun_Word_Repetition_Across_Sessions_CENTER 8.144e-03
GROUP_sum1 3.083e-02
Adj_Word_Frequency_scale_center 8.346e-03
Noun_Word_Frequency_scale_center 8.717e-03
MWS_Frequency_scale_center 1.726e-02
GROUP_sum1:Adj_Word_Frequency_scale_center 6.308e-03
GROUP_sum1:MWS_Frequency_scale_center 6.837e-03
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 5.068e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.838e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.156e-03
df
(Intercept) 4.666e+01
MWS_Length_CENTER 6.326e+02
MWS_Repetition_Across_Sessions_CENTER 5.140e+03
Noun_Word_Repetition_Across_Sessions_CENTER 1.246e+03
GROUP_sum1 4.395e+01
Adj_Word_Frequency_scale_center 1.144e+02
Noun_Word_Frequency_scale_center 6.776e+02
MWS_Frequency_scale_center 4.630e+02
GROUP_sum1:Adj_Word_Frequency_scale_center 4.085e+01
GROUP_sum1:MWS_Frequency_scale_center 1.857e+04
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 4.425e+02
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 6.549e+02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.851e+04
t value
(Intercept) 191.080
MWS_Length_CENTER 14.702
MWS_Repetition_Across_Sessions_CENTER -2.640
Noun_Word_Repetition_Across_Sessions_CENTER -2.510
GROUP_sum1 8.496
Adj_Word_Frequency_scale_center -5.605
Noun_Word_Frequency_scale_center -2.290
MWS_Frequency_scale_center -3.833
GROUP_sum1:Adj_Word_Frequency_scale_center -1.195
GROUP_sum1:MWS_Frequency_scale_center -4.518
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.938
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.069
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.113
Pr(>|t|)
(Intercept) < 2e-16
MWS_Length_CENTER < 2e-16
MWS_Repetition_Across_Sessions_CENTER 0.008314
Noun_Word_Repetition_Across_Sessions_CENTER 0.012188
GROUP_sum1 7.99e-11
Adj_Word_Frequency_scale_center 1.46e-07
Noun_Word_Frequency_scale_center 0.022355
MWS_Frequency_scale_center 0.000144
GROUP_sum1:Adj_Word_Frequency_scale_center 0.238925
GROUP_sum1:MWS_Frequency_scale_center 6.29e-06
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.003471
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.038975
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.001858
(Intercept) ***
MWS_Length_CENTER ***
MWS_Repetition_Across_Sessions_CENTER **
Noun_Word_Repetition_Across_Sessions_CENTER *
GROUP_sum1 ***
Adj_Word_Frequency_scale_center ***
Noun_Word_Frequency_scale_center *
MWS_Frequency_scale_center ***
GROUP_sum1:Adj_Word_Frequency_scale_center
GROUP_sum1:MWS_Frequency_scale_center ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center **
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center *
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center **
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1plot the interaction between Noun_Word_Frequency and MWS_Frequency from First Run Dwell Time model
The facilitative effect of Noun Word Frequency diminishes and reverses as MWS Frequency increases
plot the interaction between Adj_Word_Frequency, MWS_Frequency and group from First Run Dwell Time model
This interaction is very similar to what we found in total reading time
Regression Path Duration
Final model for Regression Path Duration (RPD) reported below
Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
method [lmerModLmerTest]
Formula:
IA_REGRESSION_PATH_DURATION_LOG ~ MWS_Length_CENTER + Adj_Word_Repetition_Across_Sessions_CENTER +
GROUP_sum + Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +
MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +
GROUP_sum:MWS_Frequency_scale_center + Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
(Noun_Word_Frequency_scale_center | PP_ID) + (1 | IA_LABEL)
Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))
AIC BIC logLik deviance df.resid
26948.2 27073.8 -13458.1 26916.2 18967
Scaled residuals:
Min 1Q Median 3Q Max
-4.4579 -0.6171 -0.0138 0.5968 3.7610
Random effects:
Groups Name Variance Std.Dev. Corr
IA_LABEL (Intercept) 0.0184775 0.13593
PP_ID (Intercept) 0.0404216 0.20105
Noun_Word_Frequency_scale_center 0.0003806 0.01951 -0.17
Residual 0.2297014 0.47927
Number of obs: 18983, groups: IA_LABEL, 644; PP_ID, 44
Fixed effects:
Estimate
(Intercept) 6.244e+00
MWS_Length_CENTER 1.170e-01
Adj_Word_Repetition_Across_Sessions_CENTER -3.567e-02
GROUP_sum1 2.628e-01
Adj_Word_Frequency_scale_center -3.732e-02
Noun_Word_Frequency_scale_center -2.119e-02
MWS_Frequency_scale_center -6.777e-02
GROUP_sum1:Adj_Word_Frequency_scale_center -3.131e-03
GROUP_sum1:MWS_Frequency_scale_center -3.680e-02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.569e-02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 9.462e-03
Std. Error
(Intercept) 3.335e-02
MWS_Length_CENTER 7.223e-03
Adj_Word_Repetition_Across_Sessions_CENTER 6.845e-03
GROUP_sum1 3.256e-02
Adj_Word_Frequency_scale_center 8.608e-03
Noun_Word_Frequency_scale_center 8.320e-03
MWS_Frequency_scale_center 1.934e-02
GROUP_sum1:Adj_Word_Frequency_scale_center 4.097e-03
GROUP_sum1:MWS_Frequency_scale_center 7.031e-03
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 5.892e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.200e-03
df
(Intercept) 4.746e+01
MWS_Length_CENTER 6.430e+02
Adj_Word_Repetition_Across_Sessions_CENTER 1.616e+03
GROUP_sum1 4.389e+01
Adj_Word_Frequency_scale_center 7.473e+02
Noun_Word_Frequency_scale_center 2.742e+02
MWS_Frequency_scale_center 4.962e+02
GROUP_sum1:Adj_Word_Frequency_scale_center 1.891e+04
GROUP_sum1:MWS_Frequency_scale_center 1.127e+04
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 4.934e+02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.761e+04
t value
(Intercept) 187.243
MWS_Length_CENTER 16.201
Adj_Word_Repetition_Across_Sessions_CENTER -5.211
GROUP_sum1 8.072
Adj_Word_Frequency_scale_center -4.336
Noun_Word_Frequency_scale_center -2.547
MWS_Frequency_scale_center -3.504
GROUP_sum1:Adj_Word_Frequency_scale_center -0.764
GROUP_sum1:MWS_Frequency_scale_center -5.234
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.663
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 4.300
Pr(>|t|)
(Intercept) < 2e-16
MWS_Length_CENTER < 2e-16
Adj_Word_Repetition_Across_Sessions_CENTER 2.12e-07
GROUP_sum1 3.24e-10
Adj_Word_Frequency_scale_center 1.65e-05
Noun_Word_Frequency_scale_center 0.01141
MWS_Frequency_scale_center 0.00050
GROUP_sum1:Adj_Word_Frequency_scale_center 0.44473
GROUP_sum1:MWS_Frequency_scale_center 1.69e-07
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.00799
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.71e-05
(Intercept) ***
MWS_Length_CENTER ***
Adj_Word_Repetition_Across_Sessions_CENTER ***
GROUP_sum1 ***
Adj_Word_Frequency_scale_center ***
Noun_Word_Frequency_scale_center *
MWS_Frequency_scale_center ***
GROUP_sum1:Adj_Word_Frequency_scale_center
GROUP_sum1:MWS_Frequency_scale_center ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center **
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Correlation of Fixed Effects:
(Intr) MWS_L_ A_W_R_ GROUP_s1 Ad_W_F__ N_W_F_ MWS_F_
MWS_L_CENTE 0.016
A_W_R_A_S_C -0.002 0.042
GROUP_sum1 -0.351 -0.001 -0.001
Adj_Wrd_F__ -0.006 0.236 -0.431 0.001
Nn_Wrd_Fr__ -0.062 0.192 0.007 0.011 0.060
MWS_Frqnc__ 0.100 0.173 -0.038 -0.002 -0.197 -0.213
GROUP_s1:A_W_F__ 0.001 -0.004 -0.001 0.000 -0.013 -0.001 0.007
GROUP_1:MWS 0.002 -0.005 0.007 0.006 0.005 -0.013 -0.050
A_W_F__:MWS -0.104 -0.191 0.113 0.002 -0.024 0.051 -0.843
GROUP_1:A_W_F__: 0.001 0.007 -0.007 -0.022 0.001 0.011 0.040
GROUP_s1:A_W_F__ GROUP_1:M A_W_F__:
MWS_L_CENTE
A_W_R_A_S_C
GROUP_sum1
Adj_Wrd_F__
Nn_Wrd_Fr__
MWS_Frqnc__
GROUP_s1:A_W_F__
GROUP_1:MWS -0.257
A_W_F__:MWS -0.002 0.042
GROUP_1:A_W_F__: -0.024 -0.803 -0.052 There is an 3-way interaction between Group, Adj_word_frequency and MWS frequency
Similar pattern again to total reading time and first-run reading time
There is an interaction between Group and MWS frequency
There is an interaction between Group and Adj_Word_Frequency
<just check, not really meaningful>
Selective Regression Path Duration
Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
method [lmerModLmerTest]
Formula: IA_SELECTIVE_REGRESSION_PATH_DURATION_LOG ~ MWS_Length_CENTER +
Adj_Word_Repetition_Across_Sessions_CENTER + Noun_Word_Repetition_Across_Sessions_CENTER +
GROUP_sum + Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +
MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +
GROUP_sum:MWS_Frequency_scale_center + Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +
GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
(Adj_Word_Frequency_scale_center | PP_ID) + (1 | IA_LABEL)
Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))
AIC BIC logLik deviance df.resid
21289.2 21430.5 -10626.6 21253.2 18937
Scaled residuals:
Min 1Q Median 3Q Max
-4.9522 -0.5940 0.0528 0.6481 3.5592
Random effects:
Groups Name Variance Std.Dev. Corr
IA_LABEL (Intercept) 0.0145673 0.12069
PP_ID (Intercept) 0.0402454 0.20061
Adj_Word_Frequency_scale_center 0.0002995 0.01731 -0.85
Residual 0.1705022 0.41292
Number of obs: 18955, groups: IA_LABEL, 644; PP_ID, 44
Fixed effects:
Estimate
(Intercept) 6.136e+00
MWS_Length_CENTER 1.184e-01
Adj_Word_Repetition_Across_Sessions_CENTER -2.427e-02
Noun_Word_Repetition_Across_Sessions_CENTER -1.956e-02
GROUP_sum1 2.868e-01
Adj_Word_Frequency_scale_center -3.614e-02
Noun_Word_Frequency_scale_center -2.116e-02
MWS_Frequency_scale_center -8.259e-02
GROUP_sum1:Adj_Word_Frequency_scale_center -6.396e-03
GROUP_sum1:MWS_Frequency_scale_center -3.749e-02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.654e-02
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 7.824e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 9.243e-03
Std. Error
(Intercept) 3.314e-02
MWS_Length_CENTER 6.415e-03
Adj_Word_Repetition_Across_Sessions_CENTER 6.312e-03
Noun_Word_Repetition_Across_Sessions_CENTER 7.861e-03
GROUP_sum1 3.262e-02
Adj_Word_Frequency_scale_center 8.099e-03
Noun_Word_Frequency_scale_center 8.741e-03
MWS_Frequency_scale_center 1.748e-02
GROUP_sum1:Adj_Word_Frequency_scale_center 4.504e-03
GROUP_sum1:MWS_Frequency_scale_center 5.913e-03
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 5.189e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.850e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.875e-03
df
(Intercept) 4.678e+01
MWS_Length_CENTER 6.443e+02
Adj_Word_Repetition_Across_Sessions_CENTER 1.371e+03
Noun_Word_Repetition_Across_Sessions_CENTER 1.378e+03
GROUP_sum1 4.395e+01
Adj_Word_Frequency_scale_center 3.457e+02
Noun_Word_Frequency_scale_center 7.131e+02
MWS_Frequency_scale_center 5.008e+02
GROUP_sum1:Adj_Word_Frequency_scale_center 5.236e+01
GROUP_sum1:MWS_Frequency_scale_center 1.853e+04
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 4.920e+02
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 6.698e+02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.852e+04
t value
(Intercept) 185.174
MWS_Length_CENTER 18.459
Adj_Word_Repetition_Across_Sessions_CENTER -3.845
Noun_Word_Repetition_Across_Sessions_CENTER -2.488
GROUP_sum1 8.792
Adj_Word_Frequency_scale_center -4.462
Noun_Word_Frequency_scale_center -2.421
MWS_Frequency_scale_center -4.725
GROUP_sum1:Adj_Word_Frequency_scale_center -1.420
GROUP_sum1:MWS_Frequency_scale_center -6.340
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.187
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.746
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 4.930
Pr(>|t|)
(Intercept) < 2e-16
MWS_Length_CENTER < 2e-16
Adj_Word_Repetition_Across_Sessions_CENTER 0.000126
Noun_Word_Repetition_Across_Sessions_CENTER 0.012960
GROUP_sum1 3.06e-11
Adj_Word_Frequency_scale_center 1.10e-05
Noun_Word_Frequency_scale_center 0.015729
MWS_Frequency_scale_center 2.99e-06
GROUP_sum1:Adj_Word_Frequency_scale_center 0.161504
GROUP_sum1:MWS_Frequency_scale_center 2.34e-10
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.001529
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.006198
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 8.30e-07
(Intercept) ***
MWS_Length_CENTER ***
Adj_Word_Repetition_Across_Sessions_CENTER ***
Noun_Word_Repetition_Across_Sessions_CENTER *
GROUP_sum1 ***
Adj_Word_Frequency_scale_center ***
Noun_Word_Frequency_scale_center *
MWS_Frequency_scale_center ***
GROUP_sum1:Adj_Word_Frequency_scale_center
GROUP_sum1:MWS_Frequency_scale_center ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center **
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center **
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1There is an interaction between Noun_Word_Frequency and MWS_Frequency
Another 3-way interaction: Group, Adj_Word_Frequency, MWS_Frequency
Skip
Here, the summary of the final model for skipping
Generalized linear mixed model fit by maximum likelihood (Laplace
Approximation) [glmerMod]
Family: binomial ( logit )
Formula:
IA_SKIP ~ MWS_Length_CENTER + Adj_Word_Repetition_Across_Sessions_CENTER +
GROUP_sum + Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +
MWS_Frequency_scale_center + Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
(1 | PP_ID) + (1 | IA_LABEL)
Data: Data_all
Control: glmerControl(optimizer = "nloptwrap", calc.derivs = F)
AIC BIC logLik deviance df.resid
9433.2 9512.2 -4706.6 9413.2 19894
Scaled residuals:
Min 1Q Median 3Q Max
-0.7416 -0.3210 -0.2216 -0.1464 9.5412
Random effects:
Groups Name Variance Std.Dev.
IA_LABEL (Intercept) 0.08576 0.2929
PP_ID (Intercept) 0.56171 0.7495
Number of obs: 19904, groups: IA_LABEL, 644; PP_ID, 44
Fixed effects:
Estimate Std. Error
(Intercept) -2.90480 0.12776
MWS_Length_CENTER -0.13983 0.03658
Adj_Word_Repetition_Across_Sessions_CENTER -0.14486 0.03993
GROUP_sum1 -0.62283 0.12663
Adj_Word_Frequency_scale_center 0.12973 0.03951
Noun_Word_Frequency_scale_center 0.01699 0.03322
MWS_Frequency_scale_center 0.12055 0.06762
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center -0.04681 0.02130
z value Pr(>|z|)
(Intercept) -22.736 < 2e-16 ***
MWS_Length_CENTER -3.822 0.000132 ***
Adj_Word_Repetition_Across_Sessions_CENTER -3.628 0.000286 ***
GROUP_sum1 -4.918 8.72e-07 ***
Adj_Word_Frequency_scale_center 3.284 0.001024 **
Noun_Word_Frequency_scale_center 0.511 0.609075
MWS_Frequency_scale_center 1.783 0.074629 .
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center -2.197 0.027999 *
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Correlation of Fixed Effects:
(Intr) MWS_L_ A_W_R_ GROUP_ Ad_W_F__ N_W_F_ MWS_F_
MWS_L_CENTE 0.038
A_W_R_A_S_C 0.010 0.039
GROUP_sum1 -0.291 0.001 0.002
Adj_Wrd_F__ -0.008 0.247 -0.481 -0.001
Nn_Wrd_Fr__ -0.005 0.205 0.002 0.001 0.050
MWS_Frqnc__ 0.072 0.198 -0.087 -0.004 -0.097 -0.213
A_W_F__:MWS -0.080 -0.208 0.177 0.001 -0.160 0.037 -0.814There is an interaction between Adj word frequency and MWS frequency
Fixation Count
Final model for fixation counts
Generalized linear mixed model fit by maximum likelihood (Laplace
Approximation) [glmerMod]
Family: poisson ( log )
Formula:
IA_FIXATION_COUNT ~ MWS_Length_CENTER + Noun_Word_Repetition_Across_Sessions_CENTER +
GROUP_sum + Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +
MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +
GROUP_sum:MWS_Frequency_scale_center + Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +
GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
(1 | PP_ID) + (1 | IA_LABEL)
Data: Data_all
AIC BIC logLik deviance df.resid
71403.0 71513.5 -35687.5 71375.0 19890
Scaled residuals:
Min 1Q Median 3Q Max
-2.7906 -0.5613 -0.1449 0.3728 11.5114
Random effects:
Groups Name Variance Std.Dev.
IA_LABEL (Intercept) 0.02714 0.1648
PP_ID (Intercept) 0.03986 0.1997
Number of obs: 19904, groups: IA_LABEL, 644; PP_ID, 44
Fixed effects:
Estimate
(Intercept) 0.9675180
MWS_Length_CENTER 0.1164451
Noun_Word_Repetition_Across_Sessions_CENTER -0.0536268
GROUP_sum1 0.2872082
Adj_Word_Frequency_scale_center -0.0469691
Noun_Word_Frequency_scale_center -0.0060459
MWS_Frequency_scale_center -0.0888471
GROUP_sum1:Adj_Word_Frequency_scale_center 0.0006416
GROUP_sum1:MWS_Frequency_scale_center -0.0356352
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.0242298
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.0094628
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.0077731
Std. Error
(Intercept) 0.0336565
MWS_Length_CENTER 0.0086703
Noun_Word_Repetition_Across_Sessions_CENTER 0.0108979
GROUP_sum1 0.0326806
Adj_Word_Frequency_scale_center 0.0097606
Noun_Word_Frequency_scale_center 0.0120847
MWS_Frequency_scale_center 0.0250265
GROUP_sum1:Adj_Word_Frequency_scale_center 0.0054773
GROUP_sum1:MWS_Frequency_scale_center 0.0102106
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.0073876
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.0041422
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.0032374
z value
(Intercept) 28.747
MWS_Length_CENTER 13.430
Noun_Word_Repetition_Across_Sessions_CENTER -4.921
GROUP_sum1 8.788
Adj_Word_Frequency_scale_center -4.812
Noun_Word_Frequency_scale_center -0.500
MWS_Frequency_scale_center -3.550
GROUP_sum1:Adj_Word_Frequency_scale_center 0.117
GROUP_sum1:MWS_Frequency_scale_center -3.490
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.280
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.284
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.401
Pr(>|z|)
(Intercept) < 2e-16
MWS_Length_CENTER < 2e-16
Noun_Word_Repetition_Across_Sessions_CENTER 8.62e-07
GROUP_sum1 < 2e-16
Adj_Word_Frequency_scale_center 1.49e-06
Noun_Word_Frequency_scale_center 0.616868
MWS_Frequency_scale_center 0.000385
GROUP_sum1:Adj_Word_Frequency_scale_center 0.906758
GROUP_sum1:MWS_Frequency_scale_center 0.000483
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.001039
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.022345
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.016348
(Intercept) ***
MWS_Length_CENTER ***
Noun_Word_Repetition_Across_Sessions_CENTER ***
GROUP_sum1 ***
Adj_Word_Frequency_scale_center ***
Noun_Word_Frequency_scale_center
MWS_Frequency_scale_center ***
GROUP_sum1:Adj_Word_Frequency_scale_center
GROUP_sum1:MWS_Frequency_scale_center ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center **
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center *
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center *
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Correlation of Fixed Effects:
(Intr) MWS_L_ N_W_R_ GROUP_s1 Ad_W_F__ Nn_W_F__ MWS_F_
MWS_L_CENTE 0.018
N_W_R_A_S_C 0.009 0.053
GROUP_sum1 -0.351 -0.001 -0.001
Adj_Wrd_F__ -0.007 0.276 -0.032 -0.001
Nn_Wrd_Fr__ 0.007 0.168 -0.535 0.001 0.086
MWS_Frqnc__ 0.134 0.185 -0.064 -0.005 -0.234 -0.077
GROUP_s1:A_W_F__ -0.002 -0.004 -0.017 0.010 -0.155 0.009 0.030
GROUP_1:MWS -0.013 -0.001 -0.006 0.050 0.042 0.003 -0.115
A_W_F__:MWS -0.129 -0.182 0.052 0.007 0.037 0.033 -0.812
N_W_F__:MWS -0.053 -0.115 -0.062 0.000 -0.017 -0.256 -0.220
GROUP_1:A_W_F__: 0.015 0.003 0.013 -0.057 0.003 -0.004 0.090
GROUP_s1:A_W_F__ GROUP_1:M A_W_F__: N_W_F__:
MWS_L_CENTE
N_W_R_A_S_C
GROUP_sum1
Adj_Wrd_F__
Nn_Wrd_Fr__
MWS_Frqnc__
GROUP_s1:A_W_F__
GROUP_1:MWS -0.293
A_W_F__:MWS 0.002 0.100
N_W_F__:MWS 0.005 -0.002 -0.049
GROUP_1:A_W_F__: 0.019 -0.802 -0.135 0.010 Here, to plot Noun_Word_Frequency:MWS_Frequency
Here, to plot GROUP:Adj_Word_Frequency:MWS_Frequency
Nouns
Total Reading Times
Report final model for Total Reading Time
Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
method [lmerModLmerTest]
Formula:
IA_DWELL_TIME_100_LOG ~ MWS_Length_CENTER + Adj_Word_Repetition_Across_Sessions_CENTER +
Noun_Word_Repetition_Across_Sessions_CENTER + GROUP_sum +
Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +
MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +
GROUP_sum:Noun_Word_Frequency_scale_center + GROUP_sum:MWS_Frequency_scale_center +
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +
GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
GROUP_sum:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +
(Noun_Word_Frequency_scale_center | PP_ID) + (1 | IA_LABEL)
Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))
AIC BIC logLik deviance df.resid
18812.7 18965.7 -9386.3 18772.7 15535
Scaled residuals:
Min 1Q Median 3Q Max
-3.5603 -0.6630 -0.0423 0.6307 3.6047
Random effects:
Groups Name Variance Std.Dev. Corr
IA_LABEL (Intercept) 0.0227749 0.15091
PP_ID (Intercept) 0.0258591 0.16081
Noun_Word_Frequency_scale_center 0.0007652 0.02766 -0.52
Residual 0.1839133 0.42885
Number of obs: 15555, groups: IA_LABEL, 533; PP_ID, 44
Fixed effects:
Estimate
(Intercept) 5.660e+00
MWS_Length_CENTER 5.513e-02
Adj_Word_Repetition_Across_Sessions_CENTER -1.515e-02
Noun_Word_Repetition_Across_Sessions_CENTER -2.403e-02
GROUP_sum1 1.992e-01
Adj_Word_Frequency_scale_center 4.581e-03
Noun_Word_Frequency_scale_center -6.707e-02
MWS_Frequency_scale_center -1.723e-02
GROUP_sum1:Adj_Word_Frequency_scale_center 3.944e-03
GROUP_sum1:Noun_Word_Frequency_scale_center -3.780e-02
GROUP_sum1:MWS_Frequency_scale_center -5.427e-02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center -4.430e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.386e-02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 6.139e-03
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 9.048e-03
Std. Error
(Intercept) 2.733e-02
MWS_Length_CENTER 7.327e-03
Adj_Word_Repetition_Across_Sessions_CENTER 6.548e-03
Noun_Word_Repetition_Across_Sessions_CENTER 8.444e-03
GROUP_sum1 2.631e-02
Adj_Word_Frequency_scale_center 7.724e-03
Noun_Word_Frequency_scale_center 1.185e-02
MWS_Frequency_scale_center 1.222e-02
GROUP_sum1:Adj_Word_Frequency_scale_center 4.150e-03
GROUP_sum1:Noun_Word_Frequency_scale_center 6.210e-03
GROUP_sum1:MWS_Frequency_scale_center 8.457e-03
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.524e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.417e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.490e-03
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.880e-03
df
(Intercept) 5.124e+01
MWS_Length_CENTER 8.626e+02
Adj_Word_Repetition_Across_Sessions_CENTER 3.862e+03
Noun_Word_Repetition_Across_Sessions_CENTER 5.057e+03
GROUP_sum1 4.405e+01
Adj_Word_Frequency_scale_center 2.526e+03
Noun_Word_Frequency_scale_center 3.729e+02
MWS_Frequency_scale_center 7.776e+03
GROUP_sum1:Adj_Word_Frequency_scale_center 1.539e+04
GROUP_sum1:Noun_Word_Frequency_scale_center 4.598e+01
GROUP_sum1:MWS_Frequency_scale_center 1.511e+04
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.012e+04
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.051e+03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.522e+04
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.796e+03
t value
(Intercept) 207.076
MWS_Length_CENTER 7.525
Adj_Word_Repetition_Across_Sessions_CENTER -2.314
Noun_Word_Repetition_Across_Sessions_CENTER -2.846
GROUP_sum1 7.569
Adj_Word_Frequency_scale_center 0.593
Noun_Word_Frequency_scale_center -5.661
MWS_Frequency_scale_center -1.410
GROUP_sum1:Adj_Word_Frequency_scale_center 0.950
GROUP_sum1:Noun_Word_Frequency_scale_center -6.087
GROUP_sum1:MWS_Frequency_scale_center -6.417
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center -1.257
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 4.056
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.465
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.142
Pr(>|t|)
(Intercept) < 2e-16
MWS_Length_CENTER 1.33e-13
Adj_Word_Repetition_Across_Sessions_CENTER 0.02074
Noun_Word_Repetition_Across_Sessions_CENTER 0.00444
GROUP_sum1 1.68e-09
Adj_Word_Frequency_scale_center 0.55319
Noun_Word_Frequency_scale_center 3.01e-08
MWS_Frequency_scale_center 0.15854
GROUP_sum1:Adj_Word_Frequency_scale_center 0.34196
GROUP_sum1:Noun_Word_Frequency_scale_center 2.14e-07
GROUP_sum1:MWS_Frequency_scale_center 1.43e-10
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.20879
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 5.36e-05
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.01370
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.00171
(Intercept) ***
MWS_Length_CENTER ***
Adj_Word_Repetition_Across_Sessions_CENTER *
Noun_Word_Repetition_Across_Sessions_CENTER **
GROUP_sum1 ***
Adj_Word_Frequency_scale_center
Noun_Word_Frequency_scale_center ***
MWS_Frequency_scale_center
GROUP_sum1:Adj_Word_Frequency_scale_center
GROUP_sum1:Noun_Word_Frequency_scale_center ***
GROUP_sum1:MWS_Frequency_scale_center ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center ***
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center *
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center **
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 MWS_Length_CENTER
1.249827
Adj_Word_Repetition_Across_Sessions_CENTER
1.426603
Noun_Word_Repetition_Across_Sessions_CENTER
1.437948
GROUP_sum
1.163546
Adj_Word_Frequency_scale_center
1.830417
Noun_Word_Frequency_scale_center
1.551529
MWS_Frequency_scale_center
4.805341
GROUP_sum:Adj_Word_Frequency_scale_center
1.253316
GROUP_sum:Noun_Word_Frequency_scale_center
1.264999
GROUP_sum:MWS_Frequency_scale_center
4.120113
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center
4.026742
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center
1.834670
GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center
3.331404
GROUP_sum:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center
1.502830 Plot Group x Adj_Word_Frequency x MWS_Frequency
Plot Noun_Word_Frequency x MWS_Frequency
First Fixation Duration
Find the best fitting model for noun FFD
Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
method [lmerModLmerTest]
Formula:
IA_FIRST_FIXATION_DURATION_LOG ~ MWS_Length_CENTER + Noun_Word_Repetition_Across_Sessions_CENTER +
GROUP_sum + Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +
MWS_Frequency_scale_center + GROUP_sum:Noun_Word_Frequency_scale_center +
GROUP_sum:MWS_Frequency_scale_center + Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +
(1 | PP_ID) + (1 | IA_LABEL)
Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))
AIC BIC logLik deviance df.resid
8055.0 8154.2 -4014.5 8029.0 15285
Scaled residuals:
Min 1Q Median 3Q Max
-3.5062 -0.6735 0.0344 0.7055 2.9960
Random effects:
Groups Name Variance Std.Dev.
IA_LABEL (Intercept) 0.002215 0.04707
PP_ID (Intercept) 0.015220 0.12337
Residual 0.096207 0.31017
Number of obs: 15298, groups: IA_LABEL, 533; PP_ID, 44
Fixed effects:
Estimate
(Intercept) 5.388e+00
MWS_Length_CENTER 3.289e-02
Noun_Word_Repetition_Across_Sessions_CENTER -1.315e-02
GROUP_sum1 7.385e-02
Adj_Word_Frequency_scale_center -2.475e-03
Noun_Word_Frequency_scale_center -1.857e-02
MWS_Frequency_scale_center -2.103e-02
GROUP_sum1:Noun_Word_Frequency_scale_center -6.131e-03
GROUP_sum1:MWS_Frequency_scale_center -1.228e-02
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 6.375e-03
Std. Error
(Intercept) 2.028e-02
MWS_Length_CENTER 3.500e-03
Noun_Word_Repetition_Across_Sessions_CENTER 4.915e-03
GROUP_sum1 2.013e-02
Adj_Word_Frequency_scale_center 3.709e-03
Noun_Word_Frequency_scale_center 5.257e-03
MWS_Frequency_scale_center 4.639e-03
GROUP_sum1:Noun_Word_Frequency_scale_center 3.003e-03
GROUP_sum1:MWS_Frequency_scale_center 3.107e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.683e-03
df t value
(Intercept) 4.510e+01 265.682
MWS_Length_CENTER 6.631e+02 9.396
Noun_Word_Repetition_Across_Sessions_CENTER 1.644e+03 -2.676
GROUP_sum1 4.379e+01 3.668
Adj_Word_Frequency_scale_center 1.125e+03 -0.667
Noun_Word_Frequency_scale_center 6.467e+02 -3.532
MWS_Frequency_scale_center 2.261e+03 -4.533
GROUP_sum1:Noun_Word_Frequency_scale_center 1.520e+04 -2.042
GROUP_sum1:MWS_Frequency_scale_center 1.514e+04 -3.954
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 8.967e+02 3.789
Pr(>|t|)
(Intercept) < 2e-16 ***
MWS_Length_CENTER < 2e-16 ***
Noun_Word_Repetition_Across_Sessions_CENTER 0.007524 **
GROUP_sum1 0.000659 ***
Adj_Word_Frequency_scale_center 0.504777
Noun_Word_Frequency_scale_center 0.000442 ***
MWS_Frequency_scale_center 6.11e-06 ***
GROUP_sum1:Noun_Word_Frequency_scale_center 0.041207 *
GROUP_sum1:MWS_Frequency_scale_center 7.73e-05 ***
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.000162 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Correlation of Fixed Effects:
(Intr) MWS_L_ N_W_R_ GROUP_s1 A_W_F_ Nn_W_F__ MWS_F_ GROUP_1:N
MWS_L_CENTE -0.008
N_W_R_A_S_C 0.015 0.074
GROUP_sum1 -0.358 0.002 0.000
Adj_Wrd_F__ -0.002 0.293 0.008 0.001
Nn_Wrd_Fr__ 0.017 0.154 -0.562 -0.003 0.044
MWS_Frqnc__ 0.030 0.060 -0.078 -0.002 -0.339 0.016
GROUP_1:N_W -0.004 -0.019 -0.011 0.010 -0.005 -0.125 0.070
GROUP_1:MWS -0.003 -0.004 0.008 0.005 0.004 0.038 -0.172 -0.311
N_W_F__:MWS -0.043 -0.108 -0.074 0.000 -0.025 -0.252 -0.446 -0.040
GROUP_1:M
MWS_L_CENTE
N_W_R_A_S_C
GROUP_sum1
Adj_Wrd_F__
Nn_Wrd_Fr__
MWS_Frqnc__
GROUP_1:N_W
GROUP_1:MWS
N_W_F__:MWS -0.010 Plot Group: Adj_Word_Frequency
First Run Dwell Time
Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
method [lmerModLmerTest]
Formula: IA_FIRST_RUN_DWELL_TIME_LOG ~ MWS_Length_CENTER + GROUP_sum +
Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +
MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +
GROUP_sum:Noun_Word_Frequency_scale_center + GROUP_sum:MWS_Frequency_scale_center +
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +
GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
GROUP_sum:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +
(Noun_Word_Frequency_scale_center | PP_ID) + (1 | IA_LABEL)
Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))
AIC BIC logLik deviance df.resid
12082.6 12220.2 -6023.3 12046.6 15451
Scaled residuals:
Min 1Q Median 3Q Max
-4.0584 -0.6468 0.0131 0.6618 4.0394
Random effects:
Groups Name Variance Std.Dev. Corr
IA_LABEL (Intercept) 0.0091032 0.09541
PP_ID (Intercept) 0.0190142 0.13789
Noun_Word_Frequency_scale_center 0.0004043 0.02011 -0.79
Residual 0.1213750 0.34839
Number of obs: 15469, groups: IA_LABEL, 533; PP_ID, 44
Fixed effects:
Estimate
(Intercept) 5.505e+00
MWS_Length_CENTER 6.657e-02
GROUP_sum1 1.434e-01
Adj_Word_Frequency_scale_center 6.523e-04
Noun_Word_Frequency_scale_center -5.439e-02
MWS_Frequency_scale_center -2.410e-02
GROUP_sum1:Adj_Word_Frequency_scale_center -5.314e-03
GROUP_sum1:Noun_Word_Frequency_scale_center -2.881e-02
GROUP_sum1:MWS_Frequency_scale_center -3.714e-02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center -1.883e-04
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 8.651e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 4.451e-03
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 7.627e-03
Std. Error
(Intercept) 2.304e-02
MWS_Length_CENTER 5.172e-03
GROUP_sum1 2.254e-02
Adj_Word_Frequency_scale_center 5.063e-03
Noun_Word_Frequency_scale_center 7.476e-03
MWS_Frequency_scale_center 9.551e-03
GROUP_sum1:Adj_Word_Frequency_scale_center 3.377e-03
GROUP_sum1:Noun_Word_Frequency_scale_center 4.770e-03
GROUP_sum1:MWS_Frequency_scale_center 6.843e-03
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.771e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.446e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.022e-03
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.133e-03
df
(Intercept) 4.818e+01
MWS_Length_CENTER 7.616e+02
GROUP_sum1 4.411e+01
Adj_Word_Frequency_scale_center 1.621e+03
Noun_Word_Frequency_scale_center 2.049e+02
MWS_Frequency_scale_center 6.399e+03
GROUP_sum1:Adj_Word_Frequency_scale_center 1.535e+04
GROUP_sum1:Noun_Word_Frequency_scale_center 4.790e+01
GROUP_sum1:MWS_Frequency_scale_center 1.522e+04
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 7.791e+03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.064e+03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.511e+04
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.892e+03
t value
(Intercept) 238.917
MWS_Length_CENTER 12.870
GROUP_sum1 6.363
Adj_Word_Frequency_scale_center 0.129
Noun_Word_Frequency_scale_center -7.275
MWS_Frequency_scale_center -2.523
GROUP_sum1:Adj_Word_Frequency_scale_center -1.574
GROUP_sum1:Noun_Word_Frequency_scale_center -6.040
GROUP_sum1:MWS_Frequency_scale_center -5.428
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center -0.068
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.537
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.202
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.576
Pr(>|t|)
(Intercept) < 2e-16
MWS_Length_CENTER < 2e-16
GROUP_sum1 9.77e-08
Adj_Word_Frequency_scale_center 0.897507
Noun_Word_Frequency_scale_center 7.22e-12
MWS_Frequency_scale_center 0.011649
GROUP_sum1:Adj_Word_Frequency_scale_center 0.115610
GROUP_sum1:Noun_Word_Frequency_scale_center 2.20e-07
GROUP_sum1:MWS_Frequency_scale_center 5.80e-08
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.945815
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.000423
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.027703
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.000358
(Intercept) ***
MWS_Length_CENTER ***
GROUP_sum1 ***
Adj_Word_Frequency_scale_center
Noun_Word_Frequency_scale_center ***
MWS_Frequency_scale_center *
GROUP_sum1:Adj_Word_Frequency_scale_center
GROUP_sum1:Noun_Word_Frequency_scale_center ***
GROUP_sum1:MWS_Frequency_scale_center ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center ***
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center *
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Report GROUP :Adj_Word_Frequency: MWS_Frequency
Regression Path Duration
Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
method [lmerModLmerTest]
Formula:
IA_REGRESSION_PATH_DURATION_LOG ~ MWS_Length_CENTER + Adj_Word_Repetition_Across_Sessions_CENTER +
GROUP_sum + Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +
MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +
GROUP_sum:Noun_Word_Frequency_scale_center + GROUP_sum:MWS_Frequency_scale_center +
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +
GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
(Noun_Word_Frequency_scale_center | PP_ID) + (1 | IA_LABEL)
Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))
AIC BIC logLik deviance df.resid
23690.2 23828.1 -11827.1 23654.2 15656
Scaled residuals:
Min 1Q Median 3Q Max
-3.0364 -0.6473 -0.1048 0.5372 4.2273
Random effects:
Groups Name Variance Std.Dev. Corr
IA_LABEL (Intercept) 0.0219397 0.14812
PP_ID (Intercept) 0.0254666 0.15958
Noun_Word_Frequency_scale_center 0.0005775 0.02403 -0.34
Residual 0.2513658 0.50136
Number of obs: 15674, groups: IA_LABEL, 533; PP_ID, 44
Fixed effects:
Estimate
(Intercept) 5.725e+00
MWS_Length_CENTER 4.198e-02
Adj_Word_Repetition_Across_Sessions_CENTER -1.900e-02
GROUP_sum1 1.496e-01
Adj_Word_Frequency_scale_center -3.404e-03
Noun_Word_Frequency_scale_center -7.327e-02
MWS_Frequency_scale_center -3.056e-02
GROUP_sum1:Adj_Word_Frequency_scale_center -1.057e-02
GROUP_sum1:Noun_Word_Frequency_scale_center -1.978e-02
GROUP_sum1:MWS_Frequency_scale_center -4.590e-02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center -8.839e-04
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.141e-02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 9.291e-03
Std. Error
(Intercept) 2.724e-02
MWS_Length_CENTER 7.741e-03
Adj_Word_Repetition_Across_Sessions_CENTER 7.133e-03
GROUP_sum1 2.620e-02
Adj_Word_Frequency_scale_center 8.479e-03
Noun_Word_Frequency_scale_center 1.092e-02
MWS_Frequency_scale_center 1.389e-02
GROUP_sum1:Adj_Word_Frequency_scale_center 4.834e-03
GROUP_sum1:Noun_Word_Frequency_scale_center 6.300e-03
GROUP_sum1:MWS_Frequency_scale_center 9.369e-03
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 4.035e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.567e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.912e-03
df
(Intercept) 5.132e+01
MWS_Length_CENTER 7.764e+02
Adj_Word_Repetition_Across_Sessions_CENTER 2.927e+03
GROUP_sum1 4.398e+01
Adj_Word_Frequency_scale_center 2.007e+03
Noun_Word_Frequency_scale_center 2.514e+02
MWS_Frequency_scale_center 6.717e+03
GROUP_sum1:Adj_Word_Frequency_scale_center 1.554e+04
GROUP_sum1:Noun_Word_Frequency_scale_center 4.598e+01
GROUP_sum1:MWS_Frequency_scale_center 1.519e+04
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 8.731e+03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 9.053e+02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.530e+04
t value
(Intercept) 210.199
MWS_Length_CENTER 5.423
Adj_Word_Repetition_Across_Sessions_CENTER -2.663
GROUP_sum1 5.708
Adj_Word_Frequency_scale_center -0.401
Noun_Word_Frequency_scale_center -6.710
MWS_Frequency_scale_center -2.200
GROUP_sum1:Adj_Word_Frequency_scale_center -2.188
GROUP_sum1:Noun_Word_Frequency_scale_center -3.139
GROUP_sum1:MWS_Frequency_scale_center -4.899
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center -0.219
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.199
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.190
Pr(>|t|)
(Intercept) < 2e-16
MWS_Length_CENTER 7.84e-08
Adj_Word_Repetition_Across_Sessions_CENTER 0.00778
GROUP_sum1 9.06e-07
Adj_Word_Frequency_scale_center 0.68816
Noun_Word_Frequency_scale_center 1.28e-10
MWS_Frequency_scale_center 0.02785
GROUP_sum1:Adj_Word_Frequency_scale_center 0.02872
GROUP_sum1:Noun_Word_Frequency_scale_center 0.00296
GROUP_sum1:MWS_Frequency_scale_center 9.76e-07
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.82660
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.00143
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.00142
(Intercept) ***
MWS_Length_CENTER ***
Adj_Word_Repetition_Across_Sessions_CENTER **
GROUP_sum1 ***
Adj_Word_Frequency_scale_center
Noun_Word_Frequency_scale_center ***
MWS_Frequency_scale_center *
GROUP_sum1:Adj_Word_Frequency_scale_center *
GROUP_sum1:Noun_Word_Frequency_scale_center **
GROUP_sum1:MWS_Frequency_scale_center ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center **
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center **
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Report Noun_Word_Frequency :MWS_Frequency
Report GROUP : Adj_Word_Frequence : MWS_Frequency
Selective Regression Path Duration
Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
method [lmerModLmerTest]
Formula: IA_SELECTIVE_REGRESSION_PATH_DURATION_LOG ~ MWS_Length_CENTER +
Adj_Word_Repetition_Across_Sessions_CENTER + GROUP_sum +
Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +
MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +
GROUP_sum:Noun_Word_Frequency_scale_center + GROUP_sum:MWS_Frequency_scale_center +
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +
GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +
GROUP_sum:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +
(Noun_Word_Frequency_scale_center | PP_ID) + (1 | IA_LABEL)
Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))
AIC BIC logLik deviance df.resid
14210.8 14356.2 -7086.4 14172.8 15503
Scaled residuals:
Min 1Q Median 3Q Max
-3.8502 -0.6496 -0.0154 0.6448 3.5856
Random effects:
Groups Name Variance Std.Dev. Corr
IA_LABEL (Intercept) 0.0148556 0.12188
PP_ID (Intercept) 0.0210237 0.14500
Noun_Word_Frequency_scale_center 0.0006477 0.02545 -0.67
Residual 0.1375586 0.37089
Number of obs: 15522, groups: IA_LABEL, 533; PP_ID, 44
Fixed effects:
Estimate
(Intercept) 5.571e+00
MWS_Length_CENTER 5.790e-02
Adj_Word_Repetition_Across_Sessions_CENTER -1.454e-02
GROUP_sum1 1.615e-01
Adj_Word_Frequency_scale_center 4.113e-03
Noun_Word_Frequency_scale_center -7.045e-02
MWS_Frequency_scale_center -2.961e-02
GROUP_sum1:Adj_Word_Frequency_scale_center -4.288e-03
GROUP_sum1:Noun_Word_Frequency_scale_center -3.396e-02
GROUP_sum1:MWS_Frequency_scale_center -4.887e-02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center -3.084e-05
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.098e-02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 7.240e-03
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 9.915e-03
Std. Error
(Intercept) 2.445e-02
MWS_Length_CENTER 6.088e-03
Adj_Word_Repetition_Across_Sessions_CENTER 5.436e-03
GROUP_sum1 2.371e-02
Adj_Word_Frequency_scale_center 6.502e-03
Noun_Word_Frequency_scale_center 9.124e-03
MWS_Frequency_scale_center 1.047e-02
GROUP_sum1:Adj_Word_Frequency_scale_center 3.593e-03
GROUP_sum1:Noun_Word_Frequency_scale_center 5.557e-03
GROUP_sum1:MWS_Frequency_scale_center 7.335e-03
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.028e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.845e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.154e-03
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 2.427e-03
df
(Intercept) 4.993e+01
MWS_Length_CENTER 8.347e+02
Adj_Word_Repetition_Across_Sessions_CENTER 3.425e+03
GROUP_sum1 4.412e+01
Adj_Word_Frequency_scale_center 2.299e+03
Noun_Word_Frequency_scale_center 2.355e+02
MWS_Frequency_scale_center 7.366e+03
GROUP_sum1:Adj_Word_Frequency_scale_center 1.537e+04
GROUP_sum1:Noun_Word_Frequency_scale_center 4.650e+01
GROUP_sum1:MWS_Frequency_scale_center 1.517e+04
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 9.555e+03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.058e+03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.518e+04
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.819e+03
t value
(Intercept) 227.812
MWS_Length_CENTER 9.511
Adj_Word_Repetition_Across_Sessions_CENTER -2.675
GROUP_sum1 6.813
Adj_Word_Frequency_scale_center 0.633
Noun_Word_Frequency_scale_center -7.721
MWS_Frequency_scale_center -2.827
GROUP_sum1:Adj_Word_Frequency_scale_center -1.193
GROUP_sum1:Noun_Word_Frequency_scale_center -6.110
GROUP_sum1:MWS_Frequency_scale_center -6.663
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center -0.010
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.861
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 3.361
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 4.086
Pr(>|t|)
(Intercept) < 2e-16
MWS_Length_CENTER < 2e-16
Adj_Word_Repetition_Across_Sessions_CENTER 0.007512
GROUP_sum1 2.12e-08
Adj_Word_Frequency_scale_center 0.527096
Noun_Word_Frequency_scale_center 3.29e-13
MWS_Frequency_scale_center 0.004716
GROUP_sum1:Adj_Word_Frequency_scale_center 0.232726
GROUP_sum1:Noun_Word_Frequency_scale_center 1.90e-07
GROUP_sum1:MWS_Frequency_scale_center 2.77e-11
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.991873
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.000120
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.000778
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 4.58e-05
(Intercept) ***
MWS_Length_CENTER ***
Adj_Word_Repetition_Across_Sessions_CENTER **
GROUP_sum1 ***
Adj_Word_Frequency_scale_center
Noun_Word_Frequency_scale_center ***
MWS_Frequency_scale_center **
GROUP_sum1:Adj_Word_Frequency_scale_center
GROUP_sum1:Noun_Word_Frequency_scale_center ***
GROUP_sum1:MWS_Frequency_scale_center ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center ***
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center ***
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Plot GROUP : Adj_Word_Frequency : MWS_Frequency
Plot Noun_Word_Frequency : MWS_Frequency
Skip
Generalized linear mixed model fit by maximum likelihood (Laplace
Approximation) [glmerMod]
Family: binomial ( logit )
Formula:
IA_SKIP ~ MWS_Length_CENTER + GROUP_sum + Adj_Word_Frequency_scale_center +
Noun_Word_Frequency_scale_center + MWS_Frequency_scale_center +
GROUP_sum:MWS_Frequency_scale_center + Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +
(Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center |
PP_ID) + (1 | IA_LABEL)
Data: Data_all
Control: glmerControl(optimizer = "nloptwrap", calc.derivs = F)
AIC BIC logLik deviance df.resid
19204.4 19322.9 -9587.2 19174.4 19889
Scaled residuals:
Min 1Q Median 3Q Max
-2.3166 -0.5605 -0.3432 -0.1037 7.4339
Random effects:
Groups Name Variance Std.Dev. Corr
IA_LABEL (Intercept) 0.289513 0.53806
PP_ID (Intercept) 0.359582 0.59965
Adj_Word_Frequency_scale_center 0.006553 0.08095 -1.00
Noun_Word_Frequency_scale_center 0.005997 0.07744 -0.53 0.53
Number of obs: 19904, groups: IA_LABEL, 533; PP_ID, 44
Fixed effects:
Estimate Std. Error
(Intercept) -1.41588 0.10075
MWS_Length_CENTER -0.37003 0.03189
GROUP_sum1 -0.70112 0.08061
Adj_Word_Frequency_scale_center -0.03180 0.03079
Noun_Word_Frequency_scale_center 0.29425 0.03932
MWS_Frequency_scale_center 0.07636 0.02857
GROUP_sum1:MWS_Frequency_scale_center 0.05519 0.01695
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center -0.05165 0.01246
z value Pr(>|z|)
(Intercept) -14.054 < 2e-16
MWS_Length_CENTER -11.602 < 2e-16
GROUP_sum1 -8.698 < 2e-16
Adj_Word_Frequency_scale_center -1.033 0.30170
Noun_Word_Frequency_scale_center 7.483 7.28e-14
MWS_Frequency_scale_center 2.672 0.00753
GROUP_sum1:MWS_Frequency_scale_center 3.255 0.00113
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center -4.145 3.40e-05
(Intercept) ***
MWS_Length_CENTER ***
GROUP_sum1 ***
Adj_Word_Frequency_scale_center
Noun_Word_Frequency_scale_center ***
MWS_Frequency_scale_center **
GROUP_sum1:MWS_Frequency_scale_center **
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Correlation of Fixed Effects:
(Intr) MWS_L_ GROUP_s1 A_W_F_ Nn_W_F__ MWS_F_ GROUP_1:
MWS_L_CENTE 0.020
GROUP_sum1 -0.266 -0.009
Adj_Wrd_F__ -0.409 0.248 0.185
Nn_Wrd_Fr__ -0.108 0.186 0.028 0.096
MWS_Frqnc__ 0.051 0.064 -0.014 -0.292 0.092
GROUP_1:MWS 0.082 -0.011 -0.348 -0.039 -0.015 -0.057
N_W_F__:MWS -0.065 -0.073 -0.002 -0.032 -0.419 -0.519 0.003 Plot Adj_Word_Frequency : MWS_Frequency
Fixation Count
Generalized linear mixed model fit by maximum likelihood (Laplace
Approximation) [glmerMod]
Family: poisson ( log )
Formula:
IA_FIXATION_COUNT ~ MWS_Length_CENTER + MWS_Repetition_Across_Sessions_CENTER +
Noun_Word_Repetition_Across_Sessions_CENTER + GROUP_sum +
Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +
MWS_Frequency_scale_center + GROUP_sum:MWS_Frequency_scale_center +
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +
(1 | PP_ID) + (1 | IA_LABEL)
Data: Data_all
Control:
glmerControl(optimizer = "optimx", calc.derivs = FALSE, optCtrl = list(method = "nlminb",
starttests = FALSE, kkt = FALSE))
AIC BIC logLik deviance df.resid
52962.2 53057.0 -26469.1 52938.2 19892
Scaled residuals:
Min 1Q Median 3Q Max
-1.8550 -0.5692 -0.0812 0.3616 8.4250
Random effects:
Groups Name Variance Std.Dev.
IA_LABEL (Intercept) 0.05460 0.2337
PP_ID (Intercept) 0.03982 0.1995
Number of obs: 19904, groups: IA_LABEL, 533; PP_ID, 44
Fixed effects:
Estimate
(Intercept) 0.182563
MWS_Length_CENTER 0.103053
MWS_Repetition_Across_Sessions_CENTER -0.024766
Noun_Word_Repetition_Across_Sessions_CENTER -0.036410
GROUP_sum1 0.289949
Adj_Word_Frequency_scale_center 0.013497
Noun_Word_Frequency_scale_center -0.135116
MWS_Frequency_scale_center -0.034294
GROUP_sum1:MWS_Frequency_scale_center -0.026796
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.028306
Std. Error z value
(Intercept) 0.034896 5.232
MWS_Length_CENTER 0.011784 8.745
MWS_Repetition_Across_Sessions_CENTER 0.011424 -2.168
Noun_Word_Repetition_Across_Sessions_CENTER 0.015321 -2.376
GROUP_sum1 0.032982 8.791
Adj_Word_Frequency_scale_center 0.011624 1.161
Noun_Word_Frequency_scale_center 0.018433 -7.330
MWS_Frequency_scale_center 0.013845 -2.477
GROUP_sum1:MWS_Frequency_scale_center 0.008079 -3.317
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.005713 4.955
Pr(>|z|)
(Intercept) 1.68e-07 ***
MWS_Length_CENTER < 2e-16 ***
MWS_Repetition_Across_Sessions_CENTER 0.03017 *
Noun_Word_Repetition_Across_Sessions_CENTER 0.01748 *
GROUP_sum1 < 2e-16 ***
Adj_Word_Frequency_scale_center 0.24560
Noun_Word_Frequency_scale_center 2.30e-13 ***
MWS_Frequency_scale_center 0.01325 *
GROUP_sum1:MWS_Frequency_scale_center 0.00091 ***
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 7.23e-07 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Correlation of Fixed Effects:
(Intr) MWS_L_ MWS_R_ N_W_R_ GROUP_s1 A_W_F_ Nn_W_F__ MWS_F_
MWS_L_CENTE -0.018
MWS_R_A_S_C 0.024 0.051
N_W_R_A_S_C 0.032 0.065 -0.246
GROUP_sum1 -0.341 0.001 0.026 -0.008
Adj_Wrd_F__ -0.003 0.289 -0.032 -0.014 0.000
Nn_Wrd_Fr__ 0.064 0.164 0.104 -0.460 0.003 0.048
MWS_Frqnc__ 0.063 0.049 -0.125 -0.020 -0.006 -0.327 0.055
GROUP_1:MWS -0.002 0.011 0.105 -0.028 0.025 0.007 0.012 -0.170
N_W_F__:MWS -0.102 -0.102 0.041 -0.098 0.001 -0.027 -0.331 -0.470
GROUP_1:
MWS_L_CENTE
MWS_R_A_S_C
N_W_R_A_S_C
GROUP_sum1
Adj_Wrd_F__
Nn_Wrd_Fr__
MWS_Frqnc__
GROUP_1:MWS
N_W_F__:MWS 0.007 
